{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import warnings\n",
    "\n",
    "\n",
    "##解决图例中文乱码，设置参数\n",
    "matplotlib.rcParams['font.family']=['sans-serif']\n",
    "matplotlib.rcParams['font.sans-serif']=['Songti SC']#显示中文\n",
    "matplotlib.rcParams['font.serif']=['Songti SC']\n",
    "matplotlib.rcParams['axes.unicode_minus']=False #正常显示符号\n",
    "\n",
    "#屏蔽警告信息\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 密度图-基础图\n",
    "- 密度图允许可视化一个或多个组的数值变量的分布。它们非常适合大型数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "df = pd.read_csv('seaborn-data/iris.csv')\n",
    " \n",
    "# density plot with shaded area with kdeplot 'shade' parameter\n",
    "# shade=True 显示阴影\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(121)\n",
    "sns.kdeplot(df['sepal_width'], shade=True)\n",
    "\n",
    "##垂直密度图\n",
    "plt.subplot(122)\n",
    "sns.kdeplot(df['sepal_width'],shade=True,vertical=True, color=\"skyblue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多变量密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig = sns.kdeplot(df['sepal_width'], shade=True, color=\"r\")\n",
    "fig = sns.kdeplot(df['sepal_length'], shade=True, color=\"b\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多组密度直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2=pd.read_csv('seaborn-data/diamonds.csv')\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.set(style=\"whitegrid\")\n",
    "# Without transparency\n",
    "sns.kdeplot(data=df2, x=\"price\", hue=\"cut\", cut=0, fill=True, common_norm=False, alpha=0.3)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
